No, there aren't real elephants here, but there are huge granite boulders that resemble a herd of elephants lumbering out to sea, known as Elephant Rocks.
Following wet season rains, great volumes of water cascade from the Wunaamin Miliwundi Ranges. In the dry season, come and see the spectacular cascading waterfalls at Dalmanyi (Bell Gorge) which is also a relaxing place to swim.